{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用vgg16模型进行图片预测 #  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "前面我们学习了使用cifra10来判断图片的类别，今天我们使用更加强大的已经训练好的模型来预测图片的类别，那就是vgg16,对应的供keras使用的模型人家已经帮我们训练好，我可不想卖肾来买一个gpu。。。\n",
    "对应的模型在 ['vgg16'](https://drive.google.com/file/d/0Bz7KyqmuGsilT0J5dmRCM0ROVHc/view?usp=sharing) 可以下载。估计被墙了，附上链接(http://pan.baidu.com/s/1qX0CJSC)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的库 ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using Theano backend.\n",
      "D:\\Anaconda\\lib\\site-packages\\theano-0.8.0.dev0-py2.7.egg\\theano\\tensor\\signal\\downsample.py:5: UserWarning: downsample module has been moved to the pool module.\n",
      "  warnings.warn(\"downsample module has been moved to the pool module.\")\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers.core import Flatten, Dense, Dropout\n",
    "from keras.layers.convolutional import Convolution2D, MaxPooling2D, ZeroPadding2D\n",
    "from keras.optimizers import SGD\n",
    "import cv2, numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用keras建立vgg16模型 ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def VGG_16(weights_path=None):\n",
    "    model = Sequential()\n",
    "    model.add(ZeroPadding2D((1,1),input_shape=(3,224,224)))\n",
    "    model.add(Convolution2D(64, 3, 3, activation='relu'))\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(64, 3, 3, activation='relu'))\n",
    "    model.add(MaxPooling2D((2,2), strides=(2,2)))\n",
    "\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(128, 3, 3, activation='relu'))\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(128, 3, 3, activation='relu'))\n",
    "    model.add(MaxPooling2D((2,2), strides=(2,2)))\n",
    "\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(256, 3, 3, activation='relu'))\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(256, 3, 3, activation='relu'))\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(256, 3, 3, activation='relu'))\n",
    "    model.add(MaxPooling2D((2,2), strides=(2,2)))\n",
    "\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(512, 3, 3, activation='relu'))\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(512, 3, 3, activation='relu'))\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(512, 3, 3, activation='relu'))\n",
    "    model.add(MaxPooling2D((2,2), strides=(2,2)))\n",
    "\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(512, 3, 3, activation='relu'))\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(512, 3, 3, activation='relu'))\n",
    "    model.add(ZeroPadding2D((1,1)))\n",
    "    model.add(Convolution2D(512, 3, 3, activation='relu'))\n",
    "    model.add(MaxPooling2D((2,2), strides=(2,2)))\n",
    "\n",
    "    model.add(Flatten())\n",
    "    model.add(Dense(4096, activation='relu'))\n",
    "    model.add(Dropout(0.5))\n",
    "    model.add(Dense(4096, activation='relu'))\n",
    "    model.add(Dropout(0.5))\n",
    "    model.add(Dense(1000, activation='softmax'))\n",
    "\n",
    "    if weights_path:\n",
    "        model.load_weights(weights_path)\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = VGG_16('vgg16_weights.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sgd = SGD(lr=0.1, decay=1e-6, momentum=0.9, nesterov=True)\n",
    "model.compile(optimizer=sgd, loss='categorical_crossentropy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 现在我们开始来预测了 ##"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先写一个方法来加载并处理图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_image(imageurl):\n",
    "    im = cv2.resize(cv2.imread(imageurl),(224,224)).astype(np.float32)\n",
    "    im[:,:,0] -= 103.939\n",
    "    im[:,:,1] -= 116.779\n",
    "    im[:,:,2] -= 123.68\n",
    "    im = im.transpose((2,0,1))\n",
    "    im = np.expand_dims(im,axis=0)\n",
    "    return im"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取vgg16的类别文件 ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f = open('synset_words.txt','r')\n",
    "lines = f.readlines()\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def predict(url):\n",
    "    im = load_image(url)\n",
    "    pre = np.argmax(model.predict(im))\n",
    "    print lines[pre]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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k7by66CXu+wc05vzwWfZJ4Y9p1caArTChN8lulvMwip+uI35GclUWdfRRTlx5\nA/6Q6O5mP7W2dHWnhHuYsRHE+G1v5/XHsBB5nG/4kx4m/bwrzsz7X/aY62VqMzwjjb6C0ia4zd+S\no5I9lRl3ejN+IZD5+8JaqK+WIfjLxOdy5S15rfn0w1EnHecri95St/phwyybtvKTnvW9N8XVbG5W\nLMt2uCNtx/h93BBk3L55ozdR6WFxHPktx7xHW25dLlT5eeImLSZDt3AZc38XLpauL++x3lOoD2/Z\nTfOKXBJw7jusX92vhVUVCX8Hngf2qyuNeUkmdNdtD0LsyyvScoXMR2qXE7vY4PI5ptpr5bEW67Li\nv+ymqSJTb3dyb7mZILTRCnKm+tiLqW6YefagcfqWcpXFkEyxHdXVO6Eak1pv6gqKm264j+xXMjdS\nKUxwXe8AQM3uCnQU6IqImmMOFfam82dkm7LypcdO722lbbzII76KvniUixWDbI5DLdoaESuaopb+\nWnXphjQ5iELgoPB0LxD8H+euCamspKbcfNsWwDmU/n5J+eO1HO8WRPsGOVhtoRuXVLfCmnTywI5o\noaTI8o5EN2VHSwhaZbVXBJOioqemmuLOix3X+IfsyH3XSbQbVTpuvXEfmTJ7kqOTRkT0oxv4LhK2\njWu6KSqvr6YJAnVUco9o3ZzRwocoR4sinSrCkE5u8w5quhIK6Lyqvp0xU9Qp8/LLLlNrbYzIAkxC\nJ+PujSrzsOCvmhaEOuOns8dnLk9vu9c4EchK4ZI3LumKnzhleoQssxYsBzjSOErUeXchtz2y1Iot\n2+6qlwou+u2MW2/tY2v9yl6plGYEiGniGewrzL5DoDiC4Yqqfp+uCSg/Z9zJmCO27Fj8haClvp64\nGYOZgnsuQKy8UUu8oUORd+4vReK2SJ7pEIlp5Ld8WOnvsv8Aa01RqkWWqk4LlLeaCRTpJbqOvibV\nfomo45+RzhoMSt0V3Tfsk1+YVxjbb1Qdt8SUr7Nc3LUyGD5EV/VfIdfTHewk3dycKxeiiOKr7RJQ\nO5mjsehJzfDjhnzuSoJRSTQO9mvZXUMqw45A9xo9vgLoOKh+1MQRZkdrh8M/0Tb6Y64bqTUWC2Al\n0FOXHH/2qKl32qMgDdx3Lr6aYIPya8S8RVdHP8UUJwhEua1OXzxJRWTtG0isuuuHfqmuGtNjrKmM\nseG8rXC25RTcl/TEkUpZsonybEdSvEeiCnlp9Ex0yVYGkmiQiilwjcXFHm1u9fliWGQgjaFxWlvc\nOifRcMYraP8A/c6/1w+j+K0G7jHmUSHb9Mc8vg2UcD4RS28bS00LyS3XphZuLcJPk57VHEEWhHxI\nqbrr5dOmGttpOcLmE91QtkFPljUZV7ZW3aXbeu/VExBapGORyDlDluKzW7bXXXEe84nDvIhc91Sw\n8kOcpcIua3ZB6fngfbqTpSCBwR+FDt0TbphpNqwc1hGVAmuGNg3egj0LAvVnLiIuJaI8qJ1TBFUi\nThuXDaQihJ+eBGcSC2Q28QfEi+e/lpjo4rrJjyYwR5F4jUrb9NbfFqmHQ6k3+8EvJE25cRMglB7k\nuG74sPIbgO/EP+Lb88bSXZjF5oPuydl93NkcmuUrv3vw47uodPup7drfNb/l544j7A3ELPkUSG0i\n8K7aknpjviK2ndW+b3bvmK45ORNvJS1gj+4gI8wkIp8WG70MGh/qOJomwO3l+vTDGQIW3e98Pw45\n17Y7o5J+11DUqfZd4i+nTHE71PdBxzlIR8XN88dxfaw1MW+a4vi8scouMoW53XeV3u6dV0x63078\nY0jm5FbwA7cN0itBsiL8OL4pOTH8g5bZalCInJIO8ON9TI01RtF/CnVfLDfI+VYkWlvV6qRyKKra\nmyXgtRNuJqvlquFs1TnM4Vqh00Ke5FYYbVliJcpvEC6ET5/CpfPwBjSUv3H4rSBR8V8icXLf3jMl\nZhqlSajx7lIeMOiNiiaIo69VNPCieW+DLJ+ZFozceLSIpQY77jd0l5tOM4ikiIQ3LoOvrou2A2RH\nYaqkUzmDKYiucJluPorbaonhUy8SJ5qmDzs1h0jMFep7RDOqUo5aOvPvONsMCIrrbcWpFpp0HTA8\nr4CLQSOVr73r1Q/1g02JPuArjhIlyIS6boirg6pNLUmyJoW5DS+4TiKvT1X/ACxF5dy3QZTwzItB\nKdqSu2jPQ1LXz59NvzwUVapQmibaYIqK6GhWDsn0VU1xSdFU12bR4sd1nhE4LbqdObwr+f16Y17q\n40PPaVnKh9dtfPDdzhHHKQVrhb6uNjqhdNbtNlwx78BiRAVwHy8xbt6+nyx0J4M38DyVIDiOAI2l\nsSH5a+iLio+0BuQxObN0WpAOuXtgLnDT53InXFhFM4QuA69cXuqPQtfpiu+0CQZuEIkI2kDqIQpp\num6J6YTyhphA3KWqdl+YmhFiK0sJQI2y5x0RdeX10xxK5pcVvhu2x2ZBmBK7LczBHZah/sRijXVe\nblxxm4KC4Qldy8uIhfYpfxSNS642Hn/hxgx3DESEeT1Lp+uNuGF1puXEnutjr/PGhkZby8vNjX3v\nFjbiJ4Rb/wCLG1yYAExJQ5hL/EOM/omMu5vF72MH4R5flgAwtQK4vyxtd/xfFjLVtuL4sYQ2l/XA\nBgkbXKJFcXXm8sbDINr+8twn/COMtUfCX/FgAWGU5dfddphwNWkBaZOeuhfXDG3m8VuNSL/DhVYE\nsNYPiEp+Iuij8sZiIxmGB6h9uwpH+0VK/HEaIvP10/phxnZtP7N0W790lSYJeH7uq7YR+0M2BduE\nd8biOREZ4frp0+mNu0Rxf7F00fSdE1UisuVHEVP6YxT6PSuojjPDKfdsUjG103Hg18iTuru3y9cH\n32TSv7Vs0ct3BoTYopddFdY6/nivc8c9Nh3N+wUX7V/73u5pp8uumD77I95dqWdiuGwKOyFg9BNH\n2k0+eJvdkS/gdiUv/ao4/iT+uPKXta+z4Xan2zZ1zWT1rVSq8gwEhRLbT4f/AODHqpTSseZPw6Fd\nr9N8cY0uGEpnj8O0XnHHh81G50yxxc/I+KUaec/4MIRUm7OfaH9kOjsDfJucHyK7Xp+mDqj/AGXc\nqRW2/wBnFwrk14g63fXF1Raalvhu5V8WJaLTTtut/wCHXHN+7OT2beObKxg9jeVqWI8KmxrrrULh\nppr+f0wQZNyPTIueoPCp78Pu37Wisv8AsdQXxWpun9MH33SLrJCQjb4den9cJ5fpK0udVJr4uNx4\nMExcDZxtxC+WxJr9Vwk2nsuLyck9vVUdqmeuFAclyKbIccadNxsTRtwvh0S7f112wUdnuWf7PwXC\n7qLJutgLp27Eqb7L1XrivapKjzM+NxZUUYrpv3WNiTfAA132VEU9U6LptjoCiw0GKI28ojaP4UTH\nqRxSZfjatElTYboiyJE3e0NxF0TVcFUWQ9Iitx+7iQ+ErRs6b9cQtNZB0rneUBFSX6InTTDxl46p\nKbAfZtEVrbTeuv56ea46YpI5pJaCCkyo9zcgmWCGMSlY22qpqulqIi+pYTrUFXWSkSKkUcwJTkOi\nSnbvpw/TXDikxwi3d4lE9xHLUbb6cu+muvl56YkKwRzxbhdxbKGHO4tu4+fh0XA0TpFV5wqD7sdm\nx4p3EHdmOOlqdLlDVNV1+eKtzY3HhxXHWi/YkcR2XDkE6B6CnXRfNPXqmL0KCkdkXQgyYcN8jEXn\nmxB54/RppV1009/XAvmKLCdcIGKlJ71trxIyLyb6rd12xlKOKNY1dHG/adlehVKDMzQwL9HdNwBq\nEd4UVGHC/dywUerRr4ttj/ixXeR+/wBJnVCK657cWklU3huao42iqpcMvTxKmOiM1VSHkWrPCMej\nVSkuasyIpaKrl6+1bJu3ZHB66Lqluqb4pXPmQ4MUobuTZQzqQ6JzaT+0qbzYa2utCSomqgeyiW6L\nv0IcQspqRk3TtHc32ce2hjtOpMql1EhGr01tkyc8pLJitrifRR0LE1KpP39nZy8SIWSut+mOA8l9\noUzKtcKfTm+C6upxzuVFJ1dPZEO2y6FsuO/uwvOULtEit1ti1s3WLnm7t23ETmFfouPM5uFRarQ7\nbLGLJ4W3CRCHp5Y4p+1pTe5V5kBLmPVPXHcVWzRApNPvkSmmb2+KnN6pjz7+0hm5vMearY73eGGd\nSRRLXz88EWvKkbJlZ0sUjwag+XKpCkdsNtefxL+QphxHFLhHxDtp+H564x55GqTS2iLnc4khfLxL\nYOv5AX/FjaLDMOXxadRLrp6Y6Gxr2iUZFfZlza+Vw63Lrpieht8pEJC2olapdf5Yg2WUC0Bb5R8h\nFeVF9Pph9FeO2y27Uv8Axp/PHPKzVD5txxq4TIiINBG4fz2w1ebK0haK3p9C899PRcbRWXHyIxG6\nz3btLt/nhwTLscSHhiRmNto/L54lujSiLcguO3ARDwrl14Y/LrjWVD7vw3R5iLTxD/PEsJXDxR5R\nQeTy389fXDOUVgjc5wx8KL1X9MZ3tAo5QPzCTm9n0L64Dak2FxEHl524LKk4IDcI3AWuuBeRHM3n\nBuIfetLrjs4TDlzoh3Iq8MeUrVHb00+mHVPFvhiJ+9rov/TD5mPxRIeGOiko+fX54ZvQ1By8vZ6c\nyjbqnyXG9pmNPonsgznaXnqnusDaKOJqQl4tcej2WZC1KjxXSK41FLvPyx5v9nrbszOVPBq4XeIh\naj6a6eePSDJcM2qLFAhtK3xf9Mc/IrYu2h1OcBpu0htu94cMycui3kPL4sPqo2Nt1tpD4cRfEsG3\nicpivNaumuOVW3TLxo5P+1YXtBt5Vu8eOeco5VXMtUeaJknIUYe8SiHa1tF6f4umL4+1NIbdmNiD\nfGdTlRsfXXTAyzRYWSsu02kyHu41eWSypw2rq2hD7NklT1S4sehCTUaREsyv0CPaBXnc0Q2YfdXY\ncJ5pmQzFZLhttxW9US5V6aqI/wBcRzlcdy/SahAhkMzMNRLgzZ7mpg01rqjDQLuqroNxKuEodeiR\n5hVcmW5zsRsAYjOEqtuOj4L/AFAOunrieyvTYUCllXq447Iqz7h8CnMtoCtqSqpLzfXHSkoxqjFt\nydskOz2juNOd4qUcuADSlyxBW7XbYl9fyTFvZbepk2YRw3GCfhxH3m0mMNvqwaNqG5babn5JiuW8\nq1WuNtympERuKX/yNQmiyreia6W7XfREwaZTp9OpeX607IrDT3G7vT0htsE23eTnGUUVU66MeuCr\neStLJIOZXqs1lt2FHYhjsOsVxEZ6aL7NV5MTkGDUIvBYmvMPPno0PeNFAtdtLkX/ANsN2a5GgON8\nV6oQSEVJsJGoBv8AxoqW/XDyVUIRxxYmNxHhe0FOHoga+qImy4peXQWjaZQ5FLkCUd4oIOEgqDxa\ntkfmmumI+oRY/G7wHCHUV14JaoW/lhZ6pSaW9wDHjU49LXS6Emmoki4halHkuk5KFxiPTrt3phaB\nqvoWnNp6Jri17RMvgbtkvGuC0teo3eH5b4E84Zdk1Ju+LHcst3NzThjt1UlXT+eDKlyoXELu7JTH\n7uEr0geT6oH/ADxE9pRcWmtjKuIOJy/7sV+iJ0w3KwSrRE5HeisUGsBNld6BuEoqEMS6qnkpJbr9\nMcw1GmpHcc7rFajBvape0Pf5rt/LF7ZVmOMN1ZhBYcYFhTV1vYGk0VU1X/LFQuPNkV4D4vriIumE\nspIE3qTJdc5/aF/5cNSpbrRF6euDwhQ7rhtuHnS7bGCKmPOI+HcrdE088X5GdACUcwK0huwjw1H3\neb/y4sYoMbht2tjeZfu/Mden8sN3KLDMtLeURu1t+ennpg8kKgBEVu8NpYy24SLBsWW2jeEmnOXq\nqiPr01+uGLmXUN5wBIRtFdPNdsPyQgXLU+Uv/WuMIVDE8WW3QG7y9S97DV6kuhafD5S6eWKwBEj+\nHw428P8AFhwUF0LhJu3CfBP/AHfKXw4ANbf+uNSFLR+LywoTPi93Cdq2/wCeADC8X0xmM97w4zAB\n6gfaIbNjtYy6B2iRUhsiS7W3RUuXGudBM+zuO66PDP7wiFZ5jc6ieWvTXEt9pZu/tQyq/baLtLaL\nQdEUk1RemI/PHD/7P2yHm1nRCbS5EUvbJrpjBL7v9T006QnnyYA0Eo9w3Bqd5aqm7Jp5fTTXFjfY\n7JyR2kdoRlaItQY4aW7ipPpp8tOUsVr2jOL/AGfb5rR4lnNuf7lV0Rf64sr7E8gH8ydqD9tpXU8e\nXdC1KTuvz5cT7yRO3xnWwvd1iyHfDw2nD/QVXHM+VaOv9n6fe4ThFGbNTIU5lJNVXb11x0NXnkj5\nZrDviFIMheb/AOkuKno8M2qTT2gbEdIzaaD08KbY4PqEpNX/AHP/AMMOOkMW6WA83LiYj0mwR90V\n6jhRmnuE5fbaOJhtlGhH3cYQjb8maN2R/wB0o63YX8SF8OvngbzAVTp2R85EMVxw2GWSE230RHh1\n3QVXS0kTfdPzwcE2vu/8OK37WqtHp3ZfnB2a2ItKQBw3nHG7l00FCFEVU38xRcaJZKhs4zyXKbre\neJFWGKUgmfY8RxxTuM1VSQlJdVUfljoqLMDh2m4N3p0xzP2TvO1nNEiUU6NMBno5FfcMOZV8yRNV\nRU3x0ELzUduzmEve5kVBT646m6wdaj5Rsno8xLiBjmd8y+FV9NPPB5l+mttEPenhhi74uHu85tuO\niarv+WK1oby94ujkRWcykOy6/TywdUGO/PeFq4Wx222116qiJr6Y7uNs5OQNKLDp7rwyLSKzkY4g\npY3ovKICi6a/rh5UK8xCkMworzbZmSNIpEvELbdemiL9cQdQKX3Vtppso4O6tNWkiq0ynjc1Rdru\niaYY0mjo1IcqU0mmTd1BhlkVcVlvTRV5dtdMXK+zBIicwTHapUJFw8YB5VNskcVtsfCi6rsX5dcB\n86nzBiuFPbfkUfiWtlUn0S1E/EOhefzTB1VKTHoMN40bcZfeK4Ve0bUU/Eg/01wM1IpFUIRBsphB\ny3SHOC3ppvzaL/TGMvktP0VfnjJdKqnE4TLc5oud5ghV6aKJsiiHiVN/LVMc/ll+NNKoZadrFLoL\nEiWpRJJS7FgStLG3DRU5RcS1t3z0tX3MdOZwyak+U3IGsNUuQDdzfDc47jRptcJdUVMVPmTLdGzN\nKkU3MEhv77dbtYqvcEAJq9UFzXlbNS6Hrov4cYK4sb+7ZyuUet0auSKNXIZQ6vGlmCA94HHQLnbV\nfi22XFldkPbhX+zGoSKjDEpULgSI86mCWh3Giojqdd0JP0xMZooczN9NmTTixv7W5ZJGavCebKK+\n/FBUBuQbS+83ytGqe5afulisW6o27XG5QEXFmOnFInNjFdNhVfPXFuKkqaM6rYcZ87dK/nworQTn\nGYosA06LZKlypsuA8XjaZEjInCUVIlLXm09cQsiKrrk6qQC/1df7QOhtqirci/4sSUWY1UWW7HOY\nx2FvxaLtjJQS0VGQSVxs4tSGKXN3aNHZtt9GkJU1+pYcR3FdbK3wpzJ6arjM2Dws5VwQIbgmutKA\nlqnIVvnv5YRhuKQ+7f4UUvdXrouMZG0cE1FJDHlK3QbU5vFriU4ZXETXnyqhYh47iEvwqvX1LTE1\nFlKFoh4fFcXupjmapnREWjj7HlG0E5VQvd8tcJk2fd+Yrh3G1zpr6ouHT2gXOmQ2qKE4nkK6fLCd\npiRDdcHhUrve9ExCwxW0xEhUmbeUhQfi3FfNcRs4VEucitDmuu8sSEgmuGIkPMvT8Pl5YYvEHxXC\nPOq9UH6a4f5NbTRBzG7/AHiK0V0LEDbzXHaPN8W+/wA8E0ogNm4faaivMWnNgZkPWlaQiQ3Frjpg\nqOadocNiHLzCWpWqhY1mRwIS0ErxG5V67Yi3JTntDAvASac2iafRcZ35+0vi/DvdpjSUWR5dUHnY\nfS0ldoENDus8K/1x6HUmODFNZEPAg282POHs/wA2f2SzA3NFsi94rvVOuOjIP2tIjQiPBLYUFfy8\n9sY8jbyK8HQGZNBbEvF63f8ALAvXqwxRqeUqQ4LYNaEp3eFNN9/pil6p9qqnz4LwlczKVsyEiJFQ\nV123+uKjzZ2tVXtnkN06ktv0+ks/7W9xNyReqfljOHG5StrBnJ9Ji0zNy5rrUjNE21ylxnHWYLb2\nlj7ol1TT01HFf52kTavQS47wvVSQPNcS8Qt/Jfki7/LBBWKgxKj5TyqwzGZCLJWQ4DheIBS9SL0H\nXrrgDkVCRVJkyUI98qRv2tAPIjUdN1JS6DxF/ljvhHtIicmvtWwX+66nKbiwoEd14LrhbHX2hl7y\nj/TF4ZbynU4dNZlO0mI5IZ0AqtUpdndtPK1NcDdJGp06L3opkal1SW2ntnBRVbDolra6r9FVExIZ\nfoMmfObddqz8gY7vtJgkRvuOe7oiog41lJtX0QixP7M5baccfCRGzM+83cYMi2nDLTe0kTXRPnpg\n2j0OnP5RoceVHnU83HH6gIC4LhkKLwW1RRFV9wlTXFew6DJnzJDFNqE5mU+SMkbb/DVxwl0TbVPN\ncWVmTJbkivDws2VCUxTG2aaMeGPEc1YbRs3UMlTxuIZYhLCbZduxm5QZDUcShSPvCGDimTLclTNx\nF11RLkG3+mNqXBCfIcCFT5wyrVF2G42l4p53a6oiJ64KKTkNZkNufInS48BolumvcRl9z5CIovGX\n5+WNa9XqXIgjFmzGG4rmmix3CV8lH3nT0RVVP0T0xqhd4IN4YcVkQaZ+9JjHLwyLRltFTVLVXZ7R\nfon8WBGsVJ+e4Tsp4njQbuHd+7RPIRRNE0/DiWlNwhjiUKpC4CipMG8Sqy4Yr5EnTpviv8yPOShZ\nkAJMyLuYG+dNfNRJPL+mLWrRN5p7CzLJR5DxeG4+a8SvTVf+WFM/Q2JUUWrbjDdLi8WiaeHGvZ/T\n0aG82+G0XMglttvr1wzztUGu8Oe0HhJqKD8KeWIbspJrZVNacXLmWalIASHvP7KnN5F1XTFZjoFv\ntBEV6Xfom2LEz04zDy7T2I7hSCecU73C8KJ8lxXZFdaRiX8N39MIU9jj+85XOIKcy+Vuu2+NWyW4\nvaWlxLbS9Ou2E3BV9u25subr0wpyGNpc2nN4t8NVonYs3oThNWk4P/PGzJe2K7mJB94v64RHUOXm\n5uvnhYhXw2jcvTm0/PCDZtxAEi5iElHe7rrjYhbAitEnPn5inpthFvxERc3Lvw97fXGwk47ym4Vo\n8q26Iny3wCNXJCeH92Q/EPpjVwrRHw3KS3A4W+mm2NhIDbIQK47rSEi+Xr6YTZc9pd+86Cqt/Lfb\nADRrwW7bR/eqSa/h0w1KHG9oJCQnbotpcnXr64fNuGfOXKRCo27cq/nvumNuRjk8QqW3TXTon1w0\n2TRClRWDK4BFtU5dbvFrthGVl0OI8I+zFOZVu1/PE0JAHMRDcPMnmu/Tr/PGtyi9baJHuP6b7Lh+\nVADZZdMPCV2vN+eMwTNvG6Tdw+w+Ivd166rjMU5NBR6HdvxLNrWQZ52k+9RGxW0eQl0TXEf2iPQ4\nHZ/wBeY++/Zy47BDva2SES9F06dcT3bh3anQez+QIlIYgU1wU8lcUNkRV+uKNzJDqcqg1gXZwlIq\nfAkTJjerijGQv3I2+FEJOZMZeVNpbPSSdYLEzVVG69leDPu/Z5Amfh2uRpdk+eu2Dj7HedqXlStd\noTFSJ1sJ78EmZNtwDw+86oX/AOk64quoE1CyLTYAN3Ckl6WKtjyEKtKuqfNVwI0Gjxc6Q86U05lP\npNXjRHK3TatMEhMjYJeJT0JFtTjtlqOqLqbQp72Jk3T8WRNWkpHpNmqtQKp2V16pQ5jUymyKW+Tc\nlkkUCFUUV3+uIluGjTbYCPKDYCn5ImKR+yPmap5g+x5XGJrLDMen1eZTYMpsk1dacNp4uIOniByQ\nab9Ux0ITKcQh/wAOMJRt5+DmTqyPET90cbC2n+HDwY6eHGxN/wCEcZ+NFWMXBTh8w3CXu4rvtiJa\nb2Y5mfJl2U0lhWlotorsq6F5DizHm+EJFgbr1NDNFBqkBpy0X4x6i25wzEkTVFRcDXouO8nC+Rcu\nrTqh3iK2192G2m48PXTVUQSUCVNfn5pi0KgSR7itHcU0uLW3X5YFct5VmUPgtT49Ejqbqq29TSEA\ncFFW0tl1/JU973sGFUprcqmsk04RAnXou3mvnippt42eipPxsToc4Dc/eDcvKqbc3y2xY2VxaCK8\n+V3FeFY7JNluyJ/vXfloCFvij8syqUw4UepOS4roaiqCTZ9fRFRNsXBlPNGW5ovNU6HVqg+Qg0Tb\nnDs4fVV01001647+FpI4eWOQ0gwQzBWHrYL8eOLbcRtsXEBG2G20VfpvsuuLAp9ND9+yyN9vs5Ba\nqy0i7ba6fTZMRf35TIEiLDkEx3yRobVNbJEXRF8RqKeuyJ5riUmOSZ7hPuk5DBObhskivuKnyVNB\n/XGjallHO2CeaoYNcR0IMkj30kC2T72ye6OnLiu5lBm1TjSp/FpcM9BbOQTTZkvqSbl/xL+WLYrk\nhqjU8pVSqH3XHNwFsHVHHU9F0RV0VeuiJis81QaTm+R3+RRahWLuW+URNsCn4QLXy9ExDFSYJzHo\n9BmCxHcGQCl4xbbBNfUSVfPA7nCgsVunyDn8OUH/AO7kKKY9U1Tdd98Oq5HaochsI9Bfo/Nc33dx\nWWXS0tRFJA0T6LgfqjcJ9sQrkcmXRLdZz6ONvaeRKCov0XGEr2bJlWVCqwik0toakUGv0kVapdTq\nmhhwuYXIUkk0ImTFeGQ9QQvTpVHa5k1jKFYEybmxaJUvbMJMtceiOCVrkd0h6m0XLd76cM/fxa2e\nsq0OBmIhfbjXTWrm3o5K8jip0Hm3VfPEPQaox2xP/wDZzXHGo9dmio0KfKcsbelilgRjJfDePshc\n6eFF8AYUZPQpRXbKHbzA+7WHo5Nttx5IqbsZsdAeVE1Qh16Xab/PEk5R5NOcpNUpzZdwlustPMj/\nAHLiOIqon5LgdrxSMuVCdSJUN0ZEPVpxmQPtGFFVv9N088TlHzA67R3iC0iYksvAHTiIWgcRU+du\nNWjC/YYZ2rDQdqmdmALmZr85ofc2R806JhxTyAyIrrfhMveVcC/bNTe+9rGepkdvhz1rM94hb2Xd\n9xd0X/LA3Tc/PwHuFNikLrApqG/MenVcZS4/K1BmkOTx2XMy2A+15vMUu93C3fI7Qlc5aK9C2RC+\ne2K7yvmiZnKvUmkU1knJk91AFHNgIlW3mXyTfquLC7N8p1HNsepd6/1fJp95O96FUIoxs3EiDprc\nvLb/APVxj+x//WjX96v4mQ6ozKe5Sut0uUi8WiYmIupXEJXe6gj6qv8AlhnWOzeJlzL4tMPPtzZ8\n32Ex5heC22KXO+eqWobWv8WGeW687IqBR2OG8ENo3ZBiSKegr4k/riJcNfxHHkzknu63SLjG0V9w\nuunnpiNqENBbEQtH3lK3y9VwoOfIj4yiASeACM/CnNomq4iXM3NOyGRKPcDzey+O3zxl+07+DZci\nrLGL0N0uNwrht8vi131wOuU1wnBs8h8P88EjleYERaY9mL3IRl02Xb6YmMq5Jq+ZpxDHj3RwYU1e\n9zZbdFLHRGDWWZOcXkq2rNpFZcMS5RG/xeJU64Yt1iP3pwTc8fMJDt1xZ1Bym3Uu0qn5fqMW0wlm\nw6lq8rqCqiO3XVU/PDHOHZS3PosirQ/2eLKmvMtG4Ktg5YOpNqPumPn/ABY6FFNZOeTp2gPj1RgI\n43OchX6Hd5eeGc7MTceO26HKdtlhbXemmCGldhcqrR2ZkGrRpEAyYefERW4WjNRVdP4AJV9MQnaJ\n2Zjl/NBMQHJLkML+K8TaqjaivUU+HRRVMUuONi8pNWgXkSJWYJQgxcIoXMpacuuy4NG68GVIIx6I\n273x3SE+30EtF816fFhxWsg1CLUI4RY4/czL6wVls6LxnUTUrfW7Xb5YHygzaS8Uh2PxO6i+pRXO\ntw6ddeviHDa8sEptW1s2o9Pn1RyuV6bKKOYaA4TeicRV10b0+HbonXD7Kbbr9rUyd3Uis0jxRQ3t\nfnryounXZVxE1KoSGqsUWVw23YDquugXIAukPhVPwa6aYRi1CJDrDIi8UcV5Xno5WHppqaovz6bY\nWWRZeFHpdKoMHjg869Nkl/sfDR6S6CJ4iJF0AP4lTTDxupP16Px5DZfdcNvln8buzBbfu2kVE4qp\n/vETTFa03ODlStaMRp9MbbsVpsUQBaTpdduX1LBFUMxTa9MZfKPJlRWGrGReuAOGi6qvNpy+nTEp\nN4Zo2i3OyfNFRlVIpsjLs2dS6RGdqrThcN9JLjOiNN86WipukGmLMFmmZfhtyswUVyDKlkDrMBtw\nUcdQk14j6bWiq9E6n9N8Q+VZUjsryHB+96f925qzISSabTia4iRojeqNyngNVS4nCIm2l+EVNNLR\nIXhwaEcr70mzJdUqjxK65PlOCbjrirqpF0FCX5Dh0X1kmswZorEqc5IbbdZv/cz2R2sHZBsVFtT0\n0TCbdWrEhsjq0OIJKViLIiWKSqm2qJqJfyXDEa9l/KvKLMtl9SuRBcR4yXz5l1xrKzxRoA393qEE\n0G7VySOrmq+Vxf5YapvQYEXKK/TeITFLKPHkipuhDjI4Ar9ERcCpUGa/K9hWm5QGPtGxLhmKr7pW\n7YIJFWiVRl4odYq7cwCUkecbQW+mmlqaIuvrh5R26iwLb80ozxGPtHuBYvT006/ninLARVv4Eyj/\nANmqTaXFcN0d3NkQdf64AcySG3WSaIe8Gg2jd03wfViUtS9kLLQihbgI2XadNEXFf5kZ4TfCH2gm\nV1oj6eWmCu2X5LVgD2oOG0zS4YiJCMRCv25dfXpviu2+T3eZel3quLA7WG1m1Zlhpu5qM0GqW+ei\na/zwE9zfEXOUhL+HfpiVTM5XY3b1ISuHp+g4UtPmvLw/F8vPGoilxDbcaDv6fnrjGyRoecbiQbUX\ny+eK2Z7FBZXl5rSX9N/njYRs5feL39tS+eMtt5/3gryom/RdtcKEyfvFbzWoFvliQr2beD3RbISt\nUh6+qfPfG1oSLSXm4WvhHyRMIjbbzcxkV3LhQSABIm+Xlt/9ImAaE7UFzQSuEtSRR9V288Yz4htK\n0Q5VtHTyxq4KcYSMuGSjy+uvzxm3syEhuIlFLR8WuARs42gcMhESHh3cvXb9cKPR7hcIeYV/8Srh\nMhQLVIeddBW33dF/phNzicxXWk1zKnVem+Ad+zW1TcET9n1JOvkm+FJDaBHLlIvaKNo7dU2xgkYN\n3XCIKSclu/0TGxWOtvCI8hF7vonvYbdiGpCvDISG238lFPLXGYccQOGIk2LYnzIW2uvlp6YzBYYO\n9PtFZ8o9Wi5XCjNyXmIElHX2JjCsOEJEgi0ILzrqqkRLp0HAK9Bk5N7P7pBcaqL3om2hJVQhN1VR\npF8kASxbmesm5bpeScs1eBRW4cw5L7UqYRE8+6YaIKkZKq/lite0qYdOh0uO7cUOocOO1wy571cR\neif4dcYzeH7O/jwJ5inMwsu0GGTPDfMHYltt6NOAKCTa/NVXVPliH7Fuzqvdo3aM5RIT1P8A7Mzq\n6lFqcVuSP3rwlBHXFjtKhLaLe6ukPDTm31w47aph5ZZhyI9rwiJmvGFeGwZoiI5em2ug+eKni5or\ncV5zLjVQqD1LzK9HlTKVT3LFmySXRGnCBEPl12tKxfNOXFPbSRM80rOhfsPdoeW6T2Z5+ydVcw0q\nm1ys5np60ylyXkbOWig22StIa827ei/P+Icd2yGVGQ5cNpXKOhbY8ucofZmoudMw5fytUKlJKs1i\noLFfkxeTuQApqunxEAjcq+fLj1UcZQnCIbi6DcXUtE01X5+uIku+9HO14sj+Db4v+K3Gwt82HXDt\nxlqfi+uJqxEXVGyGK5d4fLArRYfFlEfEJsOJ0t1T54Lq5oEErcReVaakoXLm7huXEKNsa2cd56lM\nDnivZeiR4kp1qW4CcRhW3GD1u4aObKoqi69dME2W5EeVTRYuuNW+EiOFqupL01wn9qKmyaX2mNyY\nYxopyYwGMzYHhMV0K74tkHRcROU5Uh9lmU62LxByk9bpuu3XS3X54uMfLR6Cf2r5BXNFFqtLzBwo\nbbjgSdBb5UVBJNtN9eqYuDslpshqQyQswSdEvauNxEeO8d1UuHoAonTdeuIHMVLTM1J7udvMS6iz\nr0X6eeGuT4cym09yFVqkVPhuEbSd1Js1aZBFttu0RDUl1Vd15cacbpsy5E5ZR0hBciwHu+Q6e3WK\n3NvteIWUPQV013VOi7YkKeyBCUqbKGVMDUCJsrwZVd9kRExXNBzBlzutlGG5gG2IrbbbBJw2xG0d\nVVVIkH+FE88TFUr1Pkdz7w9V5jQDa0zF0ctX/ebaFqmOhyOSq2EE5mlvx47nDalFxFdTiDxjFemq\nqfpgRzQ9A4fCGoSXphOI7wGSU1FPkqKiJ+eHX3bSgkRRZpLAsE3a5Ick+0HXfRQXTffXCb1JhCVs\neULJIVpFyo9/xbYLxka+APlVSXKik065JIGtNGXGFZUtF677/TrgNzpS1nticcW6ojOpkyJCjxB5\nloSKi24IM2UtR70DrblWY822371HTffTT9ExTtecp8oY/cqk/FlMP94iPNvk24xJHddFX1TZUXqm\nMJVp6Kb9gzmqQw1QRExYmUZ1y1xp5uxxolVNFBE2RU9P0xUucJECbHep0h5p5YkY5VNdcFUccMUQ\nuVz6JqmLmzNQwzRHqTsMWIuYZgg1KO1CYkuJuiG34RJfXZF/CuOcZmWarUswPU62XFmxpfd34lpK\nDSnqgqOvukt2n6YPHHwKTbRPdoswu3Wl03Pi2xs2QyZpOcmbNOK8SI3GqaD19uKWO/8AfDr/AH44\nCcqwm8wzsyRO7jHe+7e6kFqpwlVU0c0TyFR3xbHZHQXcuZ6pM3MjJSMs1dt3KmYR3A3mybVEa0+O\n0Qeac6XsCfuYNszdklSyJmKoUN1yCNUmA5OGsQxXiT2kTix1sXxMvtECF6H/AA40bxZjQD9tWSYd\nN7XMwTJQlFjvSWag0/DLiGTZsN2iib8puKaa/i3wO0fsPj51rQyCqTrNIJ1Yjpvad5bcNpxYyFro\ni3G3w9UxcDdQk5a7SOyXMdS/1pDmUCdKJpnRXGHITcn/AIhvhA6qLiu3O1il5ch0mbHivuTZ006g\n68yK2Nx2HgVtbS22G9UTT+93ws2BMM5LyRkil1IyqD4zVYpBvSIvIrKjxBkN7eJRNkHCTzB0cKU3\ntykZvjzIcWgky/JmzJQsMuXyZMuQwjDbdu2oAi/+HAO7SHO0PP8Ak3LrXeY07MEZ+czKLQSnOEjq\nRNNVROdWwbxYnYZ2Cyclxouec4ETclH5jVNiQxI3ydiKaG9p0tNz2Y+t2K8VtgvgzI+XWs39mteA\nao4NXjzo/wB5yKk+ptxGzdcEtPlsKn6/8OK3y6VPyvUM+Qp7Y9/CE+EG0tEcuVBRCRd01HmRcWZm\njNWWuy/szr0Du8Z6t1GMBvRRK9uSjj4Lr9W7HR188cx0uuT6znT7yqL3PWCfN4h0XlXVVTTyTURT\n6YKbtA3Qm5VpMCRKAS4fFKxbemmm6fzxOSMwPQKpS4bo3DGfQnEu5C6EmuGOZofd4/FER/aGweVB\n3USXfDduky325lUIheGK+BvtEXOWnVUReqeFP8WKSTFbJadXFpObJAOvXFHlrw27fZkvp6aaLjpL\n7KOfjm5dkU1/gcc2nHSuFSRwRVb2FROlw9P8OOSaxObKpCV3sjJSNfr54PuzXMiZKgsvlIEe9cfQ\nWyVVauG3Vfnv54TjaHGVO2GVN7Wmz7cHKiJNtu1Vy10nhWxg9UVpzbRdRs/TbFwZZ7RG6lSa47TW\nafIjvxpdeZhEWpi+4ndjVVXVOZtBu2/uhxxrn5n7tzY8bAuRXfGrZOaqLnnrp642yLmhaHmBk3Ru\nYMTaICLRLTFQX9LtUwePaC80WwWdsx5NcbdjiJEzCCPHcEdAb7whucO3z5jLTX4dsKM58SfR3KXU\nv2oxfnm1Le0vcN9mO0onr0tFvVP4sWZT24XaN2f02LIp8ITpc4JTzbb/ADvxI7auBv6EQujb5KQ4\ng4/YLA7RKDmqsjUm6fVI0mS8zEHXXho/qjZBtafDIB388TS2NN2bUmdT5WX2SYp8ZtqmwpjxSdzW\nJO4DrkXVNUHRTQLnPT4sD9ezBxcuxYr4xCkSILVdkG42qm0rqNtNtrsnNym8vrgX7O6XUM0VDL+U\nX5D7dBr2YGWqj3fU7mWVAeJoK6lY2ZqiYsysZBmQ+y/NlUqRMM06ruQIT6M6K8wcZHVVlBHdS4Ci\nRIO+uy4ppCToCcxZKy9PzdWqjUpXdaDFpAVZ94tTffJ5xQaTy1N1bF0TohfhwKudnNUzKLNSp0Fs\nWHiCJDiNtr7FpsbnXnPhQfNV+LF7VzJdOyvXKXXsxxxjtRqRIrblNKSnDkvAINU5LSRU0b4t1q/0\nw+oP3Z2c9n7NIf4hNON8apSCJUWXLcc4gCnQ1BBtWz8JKviHEX4h8s5tcyymWXikVEhmMSOa4tdH\nFTomnnouLi7L8nVc5FDzFJiM1XOOZJwxMm5bmM3Nkt3DKsTELl7oyfK02WzroEvM2wYmYZL7K4/a\nRnCPVK2LT2X6eTbs1uOKg248ZGMWnRiTa8rOY01QAF4+ZRHElWHq5Hj9oOamZbEitVMly5TZzLSM\ngSq3w5kgQ3FmLEhl3ZhsdkN8V3McVa2FFf8AaF2kwc2Z2qTtHmTa5EjCNMh1KUJE4+wynDSQVy8x\nvEhvEqlpq7tiP/tQtNZbYj0+nx3fE4884jzzhJ7xEqqm3og4A2afPD/ZYrsgf3TAC3+8VVtFEReu\nvlpgwhyjo1ccpbUV+dUaa3xajGbbRUZMdhY6dSPYvJMJ5yh30ZVBzHVC4pSGGSkcl8cS4hb9F816\n4al2YqxBGbUWW2S3L94LZl576qq4j692pZpi+ydnCT73OQiPIP8ADppqnzxFw81VWqM3SrXI91i2\njpv16p10xWUg6oMspx6YEh4IfAjmJWqZE48Zf0TFgRcwHDZtCQRCOl3E3uX89cVzBrklpv2D1xfA\nRadPLDxmuVR269vl8lIdh+uuEvkvqlssByuRphCHBESHUtbtbl+eBEnglVingTIue09r6eqfzwiM\nq8nBMeVeVSHZC26phvTyNqvCYuCNra83VBVUXUl+eDklZUUrIGsTO8VqU+bfOpL4uo6LiNKOxKe8\nIjoPve96phOQIcQiFwXAUlLXonXXfGC4ACPL1H4v544nlmrGblDad+ESPolvl88M5WV3RJwGmxK7\nlu+L56LiS70lpAH8V1q4fR5yut+1t1EbR6KmuLU2iWr2Bsimmw4QmJERlaqkWl3rthnw1ISEh5Q6\nYPqg21Kj84j4epa8q4C5TbguERFy3b+VqY1jLywYyVZEdiISu8XKtu+NSFActT2do2pzb9MKWhaP\nKN3hxqQjxCu8C8uu6+mLMzBJLSLwmXUPiVMYItuiN3KK/XTbGtyu8ojzXJqI9dsbE2ok5d4R8hLT\nZcAGpfvLSISNB5hHwDvjCbNorhHw6+1LGrce0riG1E02L4l+eNhb5hJfaERWoQl/66pgA2Fm14vZ\n9OqdcIuNq7aVpbDYpj6fTCnDUBuERLQrdCLxa+uMc05hK0jIty3wwGvDA3CK24A5St/TXGYcF4RE\n/EunOJa+fnjMImj0U7SKobvZflMbhbJ6uvx9XPeRG0ItMBeeKlHgUOku8bgnMdRkGCFF5QdC7RfL\nVCwUZ2Eo/Yrl1q612HmmQa2lqriOMJoi6+W2A3tIyq1nTsx7n3rupxn25AvCKIoqq22r52p109cY\nvNV8HpxwnQE9vmdHSpciFHIYrENpyP8As+5Fcm6OCSW8ydNMOsg5RDsWyTT811tl0a9KaQYbbhan\nTXLk0tTzMxHXVfAmJzJvZDAylXINWzTIHMEiY64zTSIf9iUR1Rw0XYju6emALt0zmxW86qD5PQ6t\nl2TLZckyhsYko8DSjIRd15UU0XbSzpgVq1eTN4+59nQv2S8kpn7PEjtVqPEJ+n1X7ipTfdrGOZhX\nJD4Gi8ypdw1/ix2wTK/DgLyL2dwOzDLPZ7kyAUZ6PR2TRZMNtG25L3BVXX9E+MiJdcWETPKPu6Y0\ncVeOjmcvJtkfw+Tw82MFnD7g414f/wDLiVH4JB/MQ2QSH3sa5Hj/ALPdb+K7Cmahti2jh9kmOncR\n5euEv5Ac2/bIoYSPuGeV3eGHzZ8PKTZb6Ft11TZdcc6wRkZenE7xnRHzAiXmX+eOzvtJQ++0VyP7\n7ja8IhbU11T5fLHJLjjdUy3HK26QIm084XW8emOfzUJs9Dh+6FBZTcwI622BPWiempeDZcI5m+7p\nTLjpC5O5bG4zPswcTXpcupaapvgDi1ZGibveJshG5Rt1t/Lzw6/txHHkjxbpH92cr2i69E5E2/XX\nHVd5Eko7HzebqzRorMYHikSHXEBul0VvgRWG0XwkraXL6kuvy18WJaH2rZg+/HpFUqXBdefUGWXn\n4qI2Gug8xKridfTEDXJFUqkHju9yikDaEiTNADROvJr/APhxC0nNU+FH4UWvUSnxxcu9jS2eIOif\n7xQQ9Pph2TKK2i2JXbZUpEx7hZkaICcPhQpEBt5bE2T2iBtr88NZ3atmNqG3IfpNN4u/EWcw/E4i\nJtcjoCTeA+mzKpmGO8EPMzdekD4uHEcsb166CCDrp5qq4Ztx8x0jiHIlVSpAZKTsWPNacc5ehALj\nuqL6afRUw3fRlrDDSLnxZTJDMbdGQ83ey7DcGWzoK89pAglt6aa41qFSCt8NgYsacTzVzQjovHTT\n0XQtPTXpgPyjVJFScbm0mUNahcS51mdCGLJYXTqaAqjr6OCqa/hxc0Wm0rMEUiGO1KF7lRl4tDZc\n08K7bF6H0XouJavPYMquh5dpcyR3cxfj26gSuFoYgXhRxdNdLk2Py88E2aOzeTNyzwI8xj73BpQh\ny3hQDms66KypF/et6iQ3f9cOnIsykVyOYMtvVuOxckFvZZrSprtuvMn5p/XEDVs2NZ5Gdl6O3E4p\nCsiKPHRJYydFRG1FVRRuvJNfT+HEpu6ZPXySzwx85ZHqRT6bGjyIr6UGtW7OFJYEHWprSL8JEKkB\nfE8nLiuqpTgi5CbOPUO9N9nTEibAQR1fdoNRaNua0BiqXpEkpxgTqDbn4cQuSs8ZmzBOzQ2zBcmZ\noh9xiTY1QjK2dUWOYNjIfDVU7yzGdNCJNnmt+o82mX3nOzSq5Qq8IJdWfgu1Gp1OlkRowdOVhyN3\nZGS5kF5Lk2XTzTG8cdGN2PHsi1HLXZG3RI85idmPLNQlyG5HDRVaamxWi4VyKqLchG6nl/4sQuZu\nx2NRsyV6LSSfmQ4lCVlZTbmvs5JPuOICaIi6Ntg0vzdxamZMi1CjZ6r0CmzCmUqu0ZuVlyS8SWT4\n1NHjMlcq810EpLR676tEi74oHs+z432e5LqFUkxZ0ilTYJwmJ5aftbUhpxyOi3bqjMxgRIh/EnvY\nLfQFgU2Pkjs/r2Rc7OSHZzFPH+y8enuOc4NQ0dZqDiooqq6lKjWKmmntNN7cSWdq9UMpUeDlWVOj\nOVK6UzH4LjnEZ4wuzLlXVfUUXfZSwAw8m1SfWKo7KhtjMy4PeZSSBRkHJb76Xrv4RJ4h1393AvVa\ns1mZ546lTymZqqVUWRHIdTIWCaWOLTdvLu4Jmv8AhwpWwqiic6VZubUoLrThOADDYk2RXgJIupIP\n4fTC2U4/f65HO20XJdqkPuoZWoq/h1XCb1LkVfMHGiQRHv76ssst84N3Lbqir6Y6qLsVo2TWXPuG\n56PS3JVEkVVxxf2lwH3NZohb0VjlRvfS2/GrwqRPi5aKfqHZ+5FgypUioMF3pxxqLwSVzhoKqnNo\nmi3rsnpgVy223Ko9c74JDHbaBlo2xvRtwiS1VXrouhY6u7XMixMuZNcpzD3fOA+kpt2KKaNShFTk\naEumjSL5LvqJY5pyXlmS/R++8NiVxnH5rkPiL7RoG9Qc0TTzu0xKvNjaoERbKRTW37eMQMHxgLTl\n11RF/niQouV6pWe/SnPbSbuCLD2yuuKKLsidVFPL0wQR6FMomaKxleO5xlqEPujLxCtj7rSgWq6+\ndw6onrggi5J752lPQKRKfbpr0YJ1NetL27rAg086ibdSR3Vf+6LDTMytcyUmq1uZHkVL9/OFBjnb\noBJcrY7p6qJf8OBeZR5UdkXxHjMJ+8XybVF00XHXEzLcCR2Zw5FXpbDlRnOMHQ3GXEVCjK87HPUR\n+F21xPl/Fioe1bs7rvZzKenlHFmHUHZQijZXgStlae3kKCXXDUinGtAnkvP1dypMEY8p+OLrVtt2\nm6rchJpi+Mm9rD9NZzdnWKTouzITDJILd6vSS0IyLVLdSJsV89sULSsyUoGfbx3HChtI7ERzZSK6\n4m/z8lxbFFqCu08clxYLZBVnaecbgkqcRknEXmJdvN0SX/vcQ85CLrYTZBr1P7GK09InuTY8cXQq\ntIlst6vNy3I74bJtoiOcIl32t/Dh5k3OgjlujkUz9nyxVtGDeLiK+5IFRQhRUW4rRtNxfixC1qju\nZmoblGL2bEGClSRwtVSJcT7askvXXmG31wLtypdEy7IyeLL7cw3GWXILze7EkSacVxV020RNC+Q4\nmrwMsDME52suUN3MrxVCiTGH6s73NxOJJQHzAW7/AHVXhlb/AA4Gyy/mXthIaoTL85+ZUI8WFSYZ\nKhOHI4YtsCqbciKCX/8A1Dxlci06l0WsNVZuTOci0tumUJmO+qMjJKQgG4oqiaIQNyV6a8w4s7Kd\nYXsn7AItUgOOt5trIrHp7zbl5tTHWVZkvNonRGI7oMAS/wB5Oc0/dYarsOy1hGLlfIVP7Psr1Cm9\n/h8RJdVilqwUgh0dfZRdFMuG3a03tw2rVPe66FFvLk2li191y6xlzLwtxYNKuRtKpLIlUWbkVLlU\n1JxxdgBOuOfabS3MjZBrysVQnpEOC3Il1gjRDbjmgATDIL5uOlonnY0S+9jKD2oVXPg0HKGXIZCw\njax2Yze1zYCpyHzVPj5tVwss0+EX9lHs5NiHIqz9aiSq220Yv1xkdYsBC1ubhgWyIPMiH+HXFd56\njx8gwW6TkqntNlMdQKnU5RavVKSSKoMoi7i02K6lcm6lqvpiemZ2eypQaKwRC3Unml7vTWR5GEFe\nXQfeL012xMZb7G5maIMGpZgedyjS2iN0nKo4pySZ1UjUA6qRLc4bp6Jrsi8uBMm12c9t9mbdUqVS\nqNRmMN0anD+21B5/nfc02abRdEvJf0TBBlPsrzRmikzKlS6Sw5TYfsRcbcFGG+qo2h9PLrri8s0V\nbLdNi00ctZfpJDEcUoVSzIx3pinoPMUs46+zU11LRCQ11wB5oo+aO1Ckxe5yptWGTyxWZzegRmiX\nRXHAEUBkj90EHYNkTDsWssCZXZ7mGjSP9bV7K9F0FC0jy0qDg6oiptHR3+uFGYNINy1+vVmpGH7w\n2aXw2xT5K4ev6jhrVstu5SgvU6BIcuAkaeqTY2NkSLoTbSbco+8WIlusLFetYkPuCBbmPJxPppha\nxRa9hY2WXnSFpqPWXHfjJxgLtPloq4E83ZkoVGEWu61K91tQcBuS10VdteXTGuYM6S47YjFLmt3N\nwUUh1/LXFS5uE5V0p3mI9C5dv88RFO7BtdFlPSqRKITAagyJinh4RoKabdNMajFphNuAEx0fRHmF\n/kqKuIuGKymY9rfD1bQddvJMLPaWiVxEVvKm+OZts6FocN01LXOFOYeMugXKi+nvImFvuVxpm8o5\nODchJb0L809MIiKSGxLmEdhT8Kr/AJYcXHFe9k4Qlcoqre3T/nhOTsKG/eHAbG0rrB8JdRVfphF7\nL7D5C7zWn1W5FXVd98SUgr4/FIRca3G8R3/PTTELUKlEKPyvFHIBuESJNS06aqmGlenkMRryRA1h\nvuEwmrrRUrWz64jXJhhcfiK63Ueo4UkSDfeEjc4nqpEi7r88Rc5xGisG0RPqI9Pl1x1JNLJyydt0\nOo860rPEI8qkWnTDpkkMhd/wrdiBbkLxLrdg629cOI8zhERF8W3pqnri6ZnZLPPI7+6Lg3DdzDjL\nuENxCWxcvL5YjynK6V1o3+FF2VcS1H7u7aBuXH4tfh18vriSlliLba8Ny1sSK3/iTyxlt/LxOIK9\nA+Xrth1OEAeFoCES93l8W2qYZ3JxCJrx7aoWnrgATtMCEStJodNfxJjMKC4huOCFt/mNvl/TGYAy\nd/ZykBN7HS5f9mzMxpdryoTa+eGtYKzs7mEhcy2beHoSdMJ1htX+yOuPgVot1uGZt/Cioo66b4a5\nmeX/ALM51pWmYg02A9fEmMYZwejdaFO0qtRKDl3KtUlWttQJJyiPqmiaJ/8AiwB56yXQ86wM85jV\nHWe55QkVmHI7y3pOktPsBZaupWiy4Sqmia8u/KWDLtOpcCs9mtHi1Ine6yHO7q82Satm4QAK76bX\nKOKdztTzh9lsOiVmYUcaVJCJNnssamMQH7H0G30A9dF64H/O0Ci/Guj0Q+zHIk1Lsd7HXJrj70hv\nLa6uSivcIB9mCqvzFBxeFmBXKVDp+XqlS6RSOalUqjhFhqXvMoqICr03JE1XBlw7f4fXG34POGpC\nmNSb+LDwm8Jk2mAAPzhr3f4sTmT2TCnt8vu4h85DyiPxYIMsvA1TxH8OIS+5lHPP27s1H2aZFy3m\n0G3e4BWQplQIX7OG0+04iFt1RCHfHKdPnHVIr1Ri1D7whyXL1c21LXbVdPP+uOx/t3ZI/wC0X7LW\nfIbBthMp8YKzH5UW4oxo6qJqqImoI5jyk7M83VOk8F+nPcEXm+ZLfZl5rtjHl4/LK/uEdfBOlTOl\nqlTVlQydArbNNVEU8vpgPrUeRxI5tCIkIcXxabaa7L+WLG7G68WY7SmNxmTEVNTtVEcFE6j1Rfnp\ngmzdIy1IkNi7DYpr8d25tyPGR5wtUXyXQF1+eIjNR+2ezaUfLXRXuRcqz85U8SgNlI1JWiNx1GUF\nU/ESKn54sjI/YOw1McMpRN1K1R/YR4/DUdFJCMkRvT1xrS8rrDZi1QyfbpykhtZjeko2y06nhb7u\nibL5KKoumLOh08M0TPuisw5JOsihR57j+kSWYrdwzbHRUJtU2PRNcdUcZRzOVYYK5oyLT2qla7Kf\n+9HLNpUkkiOHpoNojqiJtvtp88B8js5h5Z7wc+CVcEHVFkGS4kljTmVEb0HYV3RE39FxcTw1Oktu\nR6pMGcw6/wAFiNHhNs92bMUREVU1RVEr+fzQtNOXCYx3KXOhzGiF4eIrJOyG0QyBfChDp0Qk6p0T\ndMVd/BN+yu6Tl2jVmoN1LL5Qqb35oyWZDFO8C6m5Imum4+Ykl6dOZMT3303Kgt00m4334orosPVt\nuWnuuNmieyd8SWdF5tMFVcnQo9QelA4UGRPJAUHB4jF4ryrp1Ervniv83ZipkWvVqBwZNNdQmHZU\nAW0cRwXtVakR9F0S80NtVTdDtVUxDfsW1QH54qVUrkFunR5RQ8zQ32xpD7wk2Yzm14gsuOpsAuAJ\nIDvgvtQ8VzKhhXM2VKrxYrlNzG05e7DqBLo28w4huqFunIerDwoPROInTFqZ4lOu0mRPuJ6Qb8cx\nMhFs9EVBkNoJLspNrxBRdtWnNPhwK1iPNlSKg01bZBrLMhie83sTfBQFUdddbFURJPTr72EsPA3n\n8DftMzU9mCrZXzLl6ny4tXly4EpyYyVituR3Q0ZNeq3tuGIr+EUXEvnumUXO2ScxV6gjw/vX7opZ\nDFlqoQnXJyspyrugkknXbyL8ON3uy+M7TaLSxg94h2nKGqs3Gjic4vxbEXq4zI4rSl0ONgki5Say\n1Jy/Ni8CVTjiQcvS2uReKjMtXoc09UQlNp0BVd0XQnPhxqvyZy2LV6mUqlLlqntGciqZIZfqzSuC\npm/TpMxyHLAbdLXGpAm2SIOn7d+HAjKyBRqd9m7NlFqUNusP5NzBTaXHbbf4fexVkH2G7iRNtH3X\nFROplggqkH/s37WoNVqk5yYlLrqUKrslr7ODVZipKEFFNCADlkYrp4xb88M+37JdQyNlOHIHiaUg\nWJdeki5+zPuwHmGLrV5z4kdCUNV/uNPeHFZ2S/YTZ8rkJqn1CVTYIuNT5s+OkqdorzpXcSO64mm+\n4P6eQKWOa6LkuqFXKk1FFiC/lDLMx1udHFXFbksNg7cqmqf70OnS4vhxfmYKG+7Scoui21VAhzQd\nqUSO+qd7jkht8QNv7xshdTpou3UcF/Zxk4clx67V2mwq33zO+9EHx8Jo47TL7Ra9d7CUfPmwkwZy\n52PdlWU6HCkZbrlSakT6xSjiPx7R4jEoZTrZWGu4r7NhwFT4sWh2cdpTdUylkmkd6iVSQb0uj1OS\n3onAktxEE3SQ/wB4jnEPnTZF/hxTv25G5mT+0iKdLZYKK5EUnnmR2IzvK1fRbCEsUp2M9oA5cdrl\nInxGZ0LMcFylKRN8R+O8aobZN7oqXEPDPTqDpYrLVibrCOz+0TJNdmUciPh1SedUlg1BL2bDzcpT\nBtV10UbOZdVX645ryzT5FI7VIv3u3bHnxAiE9tZGbMuGY+iWDuq+WOyO15xKzQ4uZXahUos+Y/Ei\nTVjsacKyI06KpryjyyXW1Xpe1pjjuZmgMuZii1SouFKFp1sxZcbtYdRx3nVUTysHXTzxKB7CjPmX\nWstVCDmWVHd9lCOrIHET93JRGzX1/fGKInpjbsxlRpXaZRZTD3d6XDEIMk5BcRBbkNSVc4A+iKey\net2uC7t8ht5joeV2KST7xN0iGRXDYbkYB4bTNmmurjomv/CuKz7LcxVSP22X05luRKJ2RIYhvNoi\nEDim2aCKabgqkor+mLftErGy6nqhAz5mKC1HZ/YnaAzCptPcc9tCdaqT4ydxRBFSdLVERdrhxWf2\ntK590SMpx3xKx6mq01DcFON3cUQCd1T3XFI1Tz9li2IOX6HN7QKxUoEOoDlpuiOOxXJAo3xEj1Jt\nFfcHqu5iPzX+HFCfajzxOgZmqiOvRnazVqbHpNgmjzlNpzaIZMoq62k44u6p7gknQyxMVYznSqVA\n6lVJEtREdSuQB2QW02Efog7YvCDkPM/Z32iO5cr0eTT5lAktRpCkSG2zeCusCheYqp6ovnia+zH2\ne0vOVLrDbsWMUtKRLJ58tHrhXQQFQJdEXicLT/7mOnu1bLsMRrWa6tF41RkS6aYpv+0vOKgH03XQ\nlFE8kw5PoUUVXS8r1OPDlUaZKGK7m2XEiRmi1XhcN98TbH0FNDX/AIcOP7GnPzJmSnVZ5qyJVzal\nPNucNySTraG002K8wipod5L+FMPIMOV/2rUFqZMuj5XseiG4V90t5pQVNSXReYTLf8WI3NFPbz1U\npB0uO3wKlX4lPakuFzzWY/EeOQuipbotyb+eIpl5I2vZDczW5ngZUNunyGKl92txJRKiNzF4buoE\nm3NcQ6rhTOVcmdpOaqbDhCMWHQaejMOmEQsq7FY0duK1dlMydLrrizq8lNz5n6n0WOXEisPuVutP\nCKIBMqjQx1V3rcbjWreqbpvzYg8m5LiUGPnoBeJyajB0lgyYUVGY642qKpbe6fD08luxTV5QlhAC\n5QzreS/7OUiOUwBmtPVKXH3bkzHBWxrfROFHDl19f4sOuxfJ8jJ+YJEeLT/vqvTmEav4gssRIiKq\nvynXlVBjsoo7kWiWD6kKYPKPk2tUSVWqNRGYlBgRXFhfeMy42Iwu2Ir3xGSqQi20nOf+IlxH5skM\nBOqGRsuPfd/Z3RIjZzXJFpyq1NF2xt6WaLzKZXqDScgJdp4rykqqwPIeZct5GqRSKPU/7T9oTwum\nOZEbXulNYI09nBjOCntCRBbbee5/EaA3hGV2oJmMZAPyO70ZmTdJkSHFeflu6pqiKqqqp8S+eK7o\ndF7k5RQqRPk7JcfqFRcFv23CJbGGRFN7zXb5Jgqr/ZyFWq0EqjMYy7QaYR1OpjIf4bmiKgsNNtBc\n5o4qaarpqmFbv4F2G0WVS3xbYCCPcBcuULucnVVSQURfpqpLg4p8p2QzKqUqc2y6QqyxGZKxhhfe\n4Yppcu/iXfFB1DNVOqVYld3Ks5qmI6gqcVtunwmCRFQhC68z0G3VV00wUUPPEuoynhGjxI7/AAl4\nP7ST/Ab2ESXoiJ6YFjJX29kb2jMrV3o8Noe5wmbGVdcFFefLX3R18N3QE6r12xUOcHo9JkR46CPs\nyMBQd0v6LoqdV23XFiZgzlTpr1QkShgyo8Bvu7jzPEVOIv8ActldqR/EfRMU3XqlIzDUIr79HjMh\nIJe7xo5EnCbHptquiJ0xVXsflSEfvQJguRxEePdc4Y7qOnTfAbmwjaZbF0h8XUve+WChtuMdUeaY\nbfjkOhOm3ooNonnzImIvPEFiRIp77UpsQkknCaIVQ9vPXpgTyZtXoIqaQDDZAbh0bQlG3wrph0Lh\nu2kHCut/vNfPzxkEbRZEbbR5VVva7XDhttsyIyeEh/8AN1XXbHDLLOyOMoUb0auE7eGXvW/0w4KO\nBNkQDymO4Xei6dMMbVdc5rRFNCXDxuQDo2j4l9xzfz9PXEJW7YrEXm07qRAP91t10xUNeqTg1BwB\n+L6Li5pBXtuEPvaiS9f/AF6YCa1kWNKcckNlaR/1x0ccvDEiJwckvEAyqSC24QEVy9VLphuU5OH+\nJfd8h/LElOyqsMSuIi018P8Ayw1GlmFtw+L3Rx2po5GmsMRbe5eUrh8vxJjBkJ4SHmt+i4UKjy7R\nMGyt90hwz7q4LhCYkR+m+HsRJMzkaZG4btCXT8ONRlBxhISLxXfDuuI1ziB7L/Fzf0xqN9wl+mEk\nAUQZzPLc5zXbeu2HhEEoXCacF4rUFBt8Wvz64H4cFTZIz5R+IvTzTGFHVpy24m9OhD88Q0NOh4Ug\n4r1hFyXdevXGYYvSjaFzmISLXXGYPER6OZoeSndkubKdxO9OnJgyFeHo3a5bon64g6sSlkmYI8O1\nGldRS3UlRdEw4zJVP/gfN0Bhl14nITbyPFqq8jiKu2nT54iXiD/s3qBjbxFYQRUvTHFF2erXyS2Y\niCo5Xy7AduJh6S1oPyEgL/8ADgNeyO7209qDmT6AzOeFqbxamVtjDaEoGpcTXpb1wWPSEDL9JmPj\nyst3ihe6u2m+L6+x3Q6YWTalmtiGTNXrdQfCTIccvXhtFYAj6DtrtjXx8p29Iy5JeEN5Oisssthm\nCYLX7piEyy39EVdP6YKiHA3lEbqlVnPhJsP0HBPvjbas4jS2zGpN4WtvxnD923BQAnmqiv1Lla5f\nnhjTaDU4rdvEwdcO/GcPl0xHgm7ZSYA5kynMrlBqEA3mCGXGejqkjwc7aiqLrr648Tey2mvyG/us\nB7w+y+bKWjvoJKiqifLrj3mqEde7uXNjIG3du3cv5pjxhyzk1rs++0lnrLlSb7jIptSfm00ZBI2v\n7y8UXVdN216LiJRUU6NeLLLkobcfIFFbisPW1SREAyBvZLC5tVEuil8t8RsHOTUCqEM0W+7n4icb\n1UdfRV15h666Yh6lnxivPSD9nfd7Z5ktU010Ql1TXXArVKlHBkZRcRxiM4nES3Q7RVVJU122TfRc\nedHycrls9JPxWezoLL8WflLOUGe1KnSqNXGFid/EuM266qezJUXXTXmTdNF5g68uL0yq2DsVnv8A\nwmZ8ElaujiiNvovTQF/TfTHKuR8wTOzutNkNteyzUm0+8oTLhG3qaIbb7R+5qijtr12X1x04OYqU\nxl9uuU6qd4DgKISHNXFda1UtEuTfRbkRtfh0649KLUVTwefyZeAgnVqJUmSYfFqO6wSq0hDe4Qou\nuw66bYr/ADRXjdosgqRKcqk+0JsSNHfS91hF5lAetwJdomIeVWI+a6pSWJFQiU+FK0l5frEUkVtx\nXW9FaIS6E2tqpvv0VOXFe5wzNVGqXIHNdL4eZKBL+6XarT2yjxXXBQzG8ET2NyJyua7LyLhXd5yS\nlWyxoMeNmoXIRuSaeNV4kLj8Sz7tnIlrUoCJVWxT8SeS8RFwI1jNUwqbKgV2PE/YG26fWY7jhNre\n6SiCXHsguL+6cH3x0xFtuPVKDFzzlkiqEN4WxqUMh1k06VqgkT4eEhcs5rdfFqmLGp+W4FZeefKL\nJqVLqUZ6JNNsRT2Dq3xnt9dSbO9tdtltXoRYSV0gdLDK7zRSahTuzmlgIyc0ZdZhR3Yplzzn3o5K\nvdDMdFvVLkTXqdqdcTlLiuVmpVRp2QwzS6iy0UKcTmoMSFbtAlREVRUxXVUXr9RwfUGmplSHHj0R\nv76pb/FGXDitqbhOjoqk2iIt7vJdw9dVXdN8Vb2qMv5cq2T8x5UqUGVRqi63TSB4VVsXTHiA1KUV\n1sIh9mSfrrbjSkhb0WJlXJMyVkvO1JmuFBmOxAl0yZTS8TLeijwrtjIH1FRL0uBfFgazXHdo2QM/\nf2oKyE7GZqsiVSyA32Isp4AOWoqPIUV/jqgJ1TbmXbEbk3MVZy/V5mW65Kagk1UpcBusja81EddL\njpCkFtYZtGStOqlrqsD/AL3lP6PnR/8AtlMyRmShxI9WSCdQo7w78eBMROI0JaaHHU2rhXyW1DtX\nfGiJecoH+1LMlUy/UqlmqGMbMxhJg9+Mmx4DwFwnW5f4bwtJPxsF8WAntY7Uu9DlerSqoMzKWZm3\n6dLlk1oy1JbRtW3F69HFiul8uImJytQ5LWdKfkOHH+76dmKiSycrHEXgi2bwNcZEVFRQalLGcL0b\nJ5PixyjOzM6XZvnTJGYI4wZlLbCazDkOaPNPR3jiy2dNtHSYkCReqwRwyLot6gZwrmUM3Z0ylm2R\nbUKM3Ip7LUONxrXRdji82hNrqSIDj5D/AA46ioMGFFyvVJ/fCj/dpR3pENvUE4aasPuki783D4gr\n6EPw44Bj5qYzPTKbmQnnYuY5KNZZrMyC2t4SmuGMSaCJoKnIjITZ76qbBH1PHoh2Y0V+qU2oUTNE\nMZjGZGEZmTWf/mQJk+OhL7q3Dqn8WFXiKykftTZBbzv2HzITFJtq0autzpAR20WS4gijZtpp8nCL\nbHn5Q5FKy12myoElz/4bmPnCedHqMUz9m8OvQg5HP8OPUHtaptSpeZm4Qtufd1VnNuu1VtzRYjjU\nMLHBVdBRCJsBJP8AvdcedP2tMrw8udumamocVqnx3JpujT4+qBEEkQgaRF32Ahxon0OS7PRrsDkR\nK92Q5VptbciTH26hwqk0RI425ERhQFU0XyNgiQl6245n7f8ALlIh1zMjdPhMNxKWcZp195pAZbiA\n6AAY6pqpk88KIKdUH8OAH7LvbJWRcZozTLZDTISyr7S5WIyuvGS6dbGFdT6Y6Cz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dHm9m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Eb3xGhEDLmHmG0vn16YIqLVG2qe4TrlpulcqXJoPppiNeyS/FK+U9Gp4ry6TH0vFf4Q1XGv8A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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('cat1.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 开始预测 ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n02123045 tabby, tabby cat\n",
      "\n"
     ]
    }
   ],
   "source": [
    "predict('cat1.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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rPw90yWcRJ6k/e/Q1r2liX13wRoLLjy4zfTj0LEsP0UfnWRfWph8E+BvD4G19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\nkiJGGNzgsxwOTk80VsmbqnTau0f/2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('zebra.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n02391049 zebra\n",
      "\n"
     ]
    }
   ],
   "source": [
    "predict('zebra.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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AM7BQgaPCAejwhaAMM5QIkGd0sBpSwR0JYDl42RMULl+EFBpQBpSwkPQgoNH5pYDQgHpQ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llm5wdQfpPUaTC3Hl0zDUXtGR1Y0S40y148fktcb7ClRz76k+s4ltMz+a6wfFbOcly6J8Mp/E4V\nJGkbLM2WCOtZ24c4ua1oI7/kuMpeGdIx8nWa57mMDTocPxBcr2dC9m2+OmFARrYbIBVXpgyOuzT3\nJK0o2Zs5nEbo1o/w+q6wjRiUrOe3VAEjxlbZg2c0UKLwNzBWKbZu6R5/iFxrqGTK9OONHnlKzNbV\niHuZUgtdBMzgjquko60Zi3ZO6o0atPU1sH+VZjJx0WUU0cutSdTMHrld4ys4yi4lJkytmCOe6AkJ\n6kwoVM6fB7htCoS5uDEkdPC4Zot9HXFJJnqrWoyoWkN+FuPn/deKSrR7ItN6NPEDRNJ2kADrHosw\nuyySaPGXNYtqVA2SdsL3xja2eJyrQVbxwotaWmeuFFi3Zpz1RyqjnannInou6So4NsqYRqOqd1uv\nRlfkuLW6cFZ7ZqiomNiqkZbFqKtBMYefKUEw1mTMJREwDieqgsnTquaMJV9lUmi0XbwMFZ+uzSyP\nwXNv3dVh4V4N/c/JP37ESZKn1F+0rF67VPTrnda+pUZWV2SN9gzMKLEX7Sh9yXnffddIwMObZWHA\nn1VaaM2SEZ+IICTfUQi6GzXZBslz3YH3XLI9UjrjVuzs2dwKjSMRMd15Zxo9UJWqOibNtSmXhrWk\nQSRjHb0XNTrTN8E1aJUH6XtLQDDpjsBOyNWgrNttWfTBOphyJ1ZPp4XNxTOkXRp94bWMU6ZBAnoF\njjWyppmStXDKhaCdtl0UdWzLlstNw2pY1GOedpGeg6LKjUtFvWyrh97bU6fJexzc4O8k/krODeyQ\nkumRraqdXWGQ0ona2V6dkKlyxoLXEg/n81VFkckjFcXOJBEbrpGNmJSMz7oElxJnotqJhyXZnfeB\nrDMT+a0oNsz9lHOZdQ8gbbldeGjksmx3N6SzSSCFI46LLIqowOqMIMYXZJo4tp9FBdnddl0cn2dC\nlVAe5zic75XlcdUj0qVOy11yThuAMLKhXZXO9IspOe1hMiT1WWr6NRutl1o6gx81PiI3nusyUmtG\noNJhfXLajS1oEK44NGZzT0avZugH1KlTltJEQd4/1Wc8q0bwRTdnqKdPAdSadZ37rxt+GelKujo2\n1Oq0fxZjoFzbNIldGKeobonZTm8Tj93OqEkPpt5gM9sx/Rd4rZzb0cyvbsdwx1TmHWGcwOJwMTHo\nuqdM51aO7wc8zhts8OmWDpC8k9SZ3i9Gw6WMkwAFlIGa7q0hSlsEzhaivAbIUqTa7w7Q5uNzj5Ba\nWgbmU2sbpaAAOiNUDNftItXljNRH2Vj3sj6OPYXFeo00m273gEy4ERmSuk4R7sxGTZK84Ya7NTww\nvIjKRy8ehKFlTeF0LKHvDauJ7QtPLKZmOKMCDWOq/wCzAAJxnbKXXYSLKlrWZjWCikmVxZT8dM/x\nJjwtWmSn5NdsHVnFrnO07zEfdYdIq9MnXt6bWYBWVJlaSRzqdyxtV1KtUIE/CP6Ls4tq0c1Knsuq\nGly9THj6/ZYV3RvTRzzXLKpdmDhdUrObdMky6c10tMhRxRVLyTFZtWoHAuY6Yx18LNNLYvZso1H0\nnaS/6rDSaNpmmjeOpt1b5Kw4GlKjZQvgWkPOehWXA1aK6t24ghrpCqj5I2Y6tUkZG+dt1tJGWznX\nDsYXSK0c2zK91RokNc4Dtut0mZtnPq31SSA5w6ZC6xxrs5ubT2YKtaXSd11UaOTkFvcBpOoAggJK\nOixnT2a31zcu3DCBAgYXNR4L2dOXIzXYqMMugtn6rcKfRzmmZ4ZDnEfKeq3vo50qKoxC2ZGBvuhV\nZZTwcGFloJuz2/BDSNkA1uH7SV8zKnys+liS4nRfa/wRq3hclO2dHHRx/cKYqveWNkCPUrusjaOP\nBXZ52+pilcPBySceF64O0eaaSbOXdO1DO4XaKro4y6M7nYx3W0q7M2Ik90JbEqBogBIRJgWodSrR\nA1jwnEWgDxtCcWSwDglFTHrCNNksNY6eicWWwD8QlC9D1ieiUwmgDh1SiWMOEpRU0TB6gqFTTJAh\nQpdScekqVZfB3uGUGFlN2ol5ycwPovFln4PZigqs7LqsNgSScQ0LzpHoNdtbaGanGC7cY2WJTt0V\nRJspU21eYGudG04hTk6oqSsqrAurCpTdpcFpPRGreiLw1rCXmSc+qJkaMtZzdBiIIldEZdIouHU2\nWwewxGT5K1FNumYk9WZK/E6taiWmoAI+ZW44VF2YeRtGJt48wKjjjC6uC8HNTvsz1L0h7h/LPdbW\nNNWZeSmQN0Cw/FlFDY56MxrhxdqBj1W1E5qRS53xYn6LSRlv0KpgTIP9EXoNeSGh2xiD5CtkplZ3\nW10YfZ7fhtjY0qcOBqPcIcXtGF8meSbevB9SEIJUVu4PampU5YdpmG5OPRa+6SVEeFXov/6v6abK\njqp5Z3bEysr5O6Rfo0YTYUWuc3SZB6mSt/bIx9US2jwyGzTouqg7ko8jfkLGl1s6ltQNlRyw0xv4\nJXGT5HaKUTp8NFxUeXtBaw9XYn0C5SpI3G/J0vicSx7oJ7LCKVmqx1NzHEOZGSfr+S3FaBx6FB16\n1nOquNLDiw4BO8nE+YW02loz2YqvDbx9b3fnO91Ls0sTp333g+vjwuynGtnNxkdt4rWNJmQ5gaQG\n9R6frsuEkpM6r9KMttd1Lq7HODtJIIaBiQrKCitGYytnaFOnr1FrS6Oq5r8mywkDJICqYociY6qP\n2EItDgQcjqok3sCpU2Um6abQ1vhaW+x0Ks0Oplp2KdA5T6ukPpVCdOQDGQtpXszfszUXBxJbDHAZ\n2z/ZaZlMTqzjkHX89kqhZKjRNaoC4fCOyOVIJXtnWbSewQzTpjYjdcrXk2lRy+JXDmESIOxELrBG\nJOtHCvTReD8ILu67xuzjKmZ6FZzWkF2y1JWSLJVq3MOADICiVBuyh1QTGy0kZNFjWFOpqMmJ+XlY\nnGzcWl2bK1w0/GHgk7rCj4NOWux21wHB22SkoljLRrtmvrPJDTpHjr2XOTo3FWbOTpA1SufK9G+N\nBWaalPSzT81YunsjVo51a1dJIdJHQYXWM/ZzcDJVqPtjlhn0W0uRltxOBxSsx9XUwjUd/K9eKNKj\nzZJJuzPQpsqEmpsdvBWm2kZirsg6ly86hjYKqVkaoVOq5pkxjZHG9BSNNGhVuySXAdp2KxyUDSi5\nldW2fSMOg94Wozvoy4OJKjQ1NeCIPQ/NRyKotkGW9Rz4AMTElVzSRFCT0afcqgnTBhY+1eTX1Pwe\nl4UBb2zaZM914sj5Oz24lxSR1TdzS0Bw2GfC4KGzpy8GOo6lUw18O89fTuusUzLZweJWbKwL5hw6\nr04puOjz5IX+55m5EVCCQT4Xth0eKXZRBjYraJQgRGdlWiBqk47xupXsGulZvqbuHlcXlUTtHE2O\n4s20mEioZHhIZXITxcUZHNbokOMrsnZyaopk/oraRkNWChLI6t+6ULsYcqLHqULYw7ygHq8qUBg+\nSqShg9kITDjlQqdEw7BA6qNGuy+i9jWnVBncLnJPwbi0ls69lxAadI+EjC8s8W7PTDKvB0qF4J1A\njUFwlB9M7RmaW8UGde42WPpZv7UW0OI06oMOEQo8VFjlTJm9bs3J9UUH2HMT71rWQ8CUUG+g5qjh\nX1+8VH6QdJ/D4Xrx4lR5Z5GmYXXT3AgztnK7KCTs4udooNc7ADC0orszyZUXOJklaSMtlZkgz1VS\nBEmN1aslkdUbbIkLEHnKjihbLGgOGamSOyy2zS62FOiHVNL3ho77z8kciqLumSNqASOcDHhc3IvB\nHp6NV2uD+IkRleFrye5Pej0nDtFNhNUNiPxdvReWbb0j0R0iuvWDXuLHgs9VuKsy2cm9qCXOHxFd\noI5SdbLaT3P4VSJre7w86nOdpxnE/RacaZIytFttItLki595Dm6RpfrDD3knEb/JYktG435PSMrP\n0AtpOcPBA+y82jqZa5Neo2k99Vgc3U0tOlw7gwtqNEObSt6Va2FS6DS2myXOImGhaWiUQdd1hdUP\n4DqNAMfUA1S54EbiMfU7rekjPk7tUOcaLTTDasEyHTpgj69Oy5dmzFduNR+g1apePgJkAtmDiAPC\n1FGZCsGFpqkG5JJcwGo8SIMSJVkwjZoPOY0c3W6m/eoZHxN2P3UNGa6ealS2LDU1B1OAX/CTk5HX\nb8lAaLGddvqaGEU3gNmdIluCiB0QqkAQCKjQObxG21ML2uMzt3SMq0zLRht7J1UuLyRBiAVtzoii\nXCz5byymC4R1WXPyVRSOjQoCi34QCesrHKzVE61YUmy4GEW9BnB4i4Vqgd0Oy7QVaOUtmS4t6VSm\nIaNZ3IW4yojimjL+7qT6JLXuBHotfY0zPBUUstW1KoZT1R1+XZacvLMqKbpFjuEVMFmolx2OUWWi\nuHo2WvBw1hdUJBiCJ2z/AKLEsvosYey59rQaA8MDqZxp2M9/RZUmaaItp07JpcKNOMQC7ZV/qdCk\nkFe4DWtq2rnAGNTYnbwijemHLVoH3L3EtNZ2fCihWw5PopFZtGKbKjjOcuJkrXG0RS46M97cP0yK\nhjwd1Yx2SUvJy6twS0hrzncSu0Yo4tnNrFpmQCei7R/ByZUyoG4jZacSJkmUat248tpKjkoIqi5d\nF37vrNBL4ws/cma+qSOhY0+XTLnkAwuM5J6R1hGlbBtnWvKhNEDSMEnaU5qC2ODm7Re+xrUSxutp\nmZ6LKyJmnBrRClbv5r9bgGyIKSkq/JFF+S6nRca2kOls7d1ly0aUdm5tu9rCXkAAbd1y5JnRRrsr\nZWJOgOwDg+FtryE30V3cloMgR+asaMSWjHWr8wEGJB7broopGHK9GGrb03OnS0H0XSMmtHNwTZju\nHimHNacLrFXs5SpHIrjTUdBkHZemLs4vRVqzjfdapGbZop3lRjYBMLk8SezpHI0FS6c8ZOFY40g5\nt6ZnL5EEmei2kYvQtSqRLCTmShAEkmJQdhnZBYAoKJA9JUYTJTvlUtjnBULbJdOqEX5AIHromCUI\nSa7yo0XZY18bdVlpM0i1lZ42c5ZcUaUmjfaXLWsipJK4Thb0dseSlTLXXLHQQACsqDNc0RqXRZBZ\n08qrHfZHkraLKV6XGaiPEFkvsruKrXmBlWEaMzkmyhrJiJXRv2c0h1LdzTJDgPIKKafRXF9sv4dw\nurfVHNpQA3dxG306rGTModmseJ5HSPS2XshRLWOuaz3gjIbjPruvHL5kv/ieqPxY+dnSdwSyp2fu\nzbaloI/EWy7PndcFnldnf6Y1SPIcW9n32tcNtpqgmAOoz37L34vk8lvR4snxq/l2cmtw65ol3MoV\nBG5AOBntjou0c0X5OLxTj2jO6i9jA9zHBpOCQRK0pJujLi0iv4jtK0qXZNsWp60qojbs9HRZUo6n\nPdnuvmtpn0EqVslS4jUpNLBUOk5hHisLI0baV424w54bH3XNwcTopKXZoOhwaGDHdZVrs1ojem0d\nYtpXJrNLXcz+GB5/utwk70Ymo1TIcLvLO2o3AtKdZ9Wo3TqqAAD18LWWMpPZMTjFaOiy/a6nSa91\nzLGBh0PADj3/ABD7rg4HVTTJfvMMuKJ5dYtYzSZgk/dOI5GvhdvUbbRcA1GVBDqY3aFlyXRpI1G3\nL6rnOFWszQ6nAZpIDt8kjsslI1L6iyrpqmq2uBBby3GB8pHQKqPkloxc8+/Go9jocQGtiXQPHrP2\nW/BnyFaiDch/MvokkgPc0bzGHKJ6LW9G6lXe2tSdToV6jGMeN5JJLSNz4O5Wao0QpUK4Y3m25MNa\nILwBgEGd8Z7KWDTZkPfTFOmKYplxcQZ36f1+S0lQN/RS0gVVazQ2GvGo4EFSwUGtXpOAeA9p6gZC\nqdkG6samGNM+cQs0VMzm4otb8Ljrkk/2VUWS6NttVZVp6qe3VZ60VbLuiaaBh4hVAYWgAwtQRGcB\n7msdDvwk/QLulaOX7mSrXa17uWToON1tR1szdGd1xkNYTJ2ha4meT8HoOFW1IUw4D+IRmT1XnnJn\neMUtnTo24Lz4XNvwaSK63KdLGgg9iPuqvYa0c6o0NqE4XVO1RijJxNwa0txC1BGJs59vcctkA/Cf\nz7ro4mIypDr3TSMYd3RRYcvRgvbwCiT16LrCFs5yloyC/Drc6iSTtJW+G9GVO1sxB7nO33W3SMos\nDA8mCVmyqNkHfCYAwtJqjLTR0+HRSpEkjJmF58u2ejGlFDuLuSQCI/NIwokplNFzqzoBIatSSijM\nW5fsd22qijTDGRGF5JJN7PVF0qIXFYEkkmStRWqI2Z6T2azJP9Fpp0Yi0uzbS0NALAAe65v0dUqK\nrmvIJ1ZH3C1FGZM5fvP8WWnc7dl34aOHLZfUrtcMnZYUaNuXs5r638V0HC7qOjhdFdS4AyOi0oWR\nz8nLuLgueT0XojGjhKVmN7pJJ36LqlSObIT1VJYp9UoWKcK0QAehwoEWN0nAJJhTZpEmaNy0lSmV\nJF9J1MkQzO2HQsO0Vei82pqiWuDY7rKnx7N8b6M9Szr026iyQOrc/ZbWRGHCSKQ0zsZWuSIlZKDn\neUuwl2mAk+iC2EIZr2SHckwqaSJBwjqo0RobT3JUYTLGvHX8llpmrSJNeO/2U4sciQf2lOLCaGH+\nqcRdljH6iA4rLVdGk/ZtY2fhYQT+a5N+zoo30WGxuBR5vLcWbyB07osseivFJbO77LcPY9rrirBO\nQzx3Xk+Tl/8Aij0fGxKrZ3b+kx1uWFgMjOF5YSd6PVKKejHa0227JoMFNpAB8kLrJuXezEYqO0da\nwu2OGh7mtcOi4Si+0dE7NfOaREifGVg0kjg8VY41Q+k4Ag9V6MbVbOU0Za9yXUHN05OHLSjTMuVq\njn39Gn+7TTrzgdMZXXFJ8rRicVwo8oxxp1DBII+i97po8C0bhyyAZXmd2elVR1bvhnEOa+nTAqNa\nJLhtnpnquUZxrZ0lCfSOPWoVqNU06jSH4Mb4+S9EZRe0cXFrRfb21cPkkNMjcrEpRLGLOpVbc06Y\ncAHE4XBKJ2bklolX4df+6iu+l8JE6QcgKxnC6RJRnVsyWVncXDHuoBxLSPhiJnsukpxi9nKEJSX6\nTqM4Te0KQqVHtaSDIM4XJ5ISO6xyStna4Fww8hte7B5jjIb2C4ZJ+F0dYRpb7O1Qoto6tJMFck7e\nzZdPTC02gcviduKtduiWVAJDvnGVYviRqzXa0KdJg0wXRBO5Uv2WqJXL2sYQRJiVEgzFY31vTby6\njw1xdO0Lo4vsikujRdXApiWS4uGwWFtls4VtXuGVy6m17smfh7Ls0q7Oabs6guLh/wCJjmB224XJ\npG7bNdtSOnVUIc49eyw34RUaSpYOddXApapbDp69l0jGyN0cOvcu1HQ2QT9fC7JI5ts7vDnsbSZL\nHUwRse64TWzrHo3k4wuZTk3LC97jmPRdYtUYaJusGVaRmXOiNvoinTDiYHcDtjSLjXfOxGy6LNJM\nw8SPIXlN1vcVqTSXaH4qDYAemJXsi01Z5ZJp0e64Vbso21P+I/UWgkk914JytntgqR1A2DqDlzNF\nNyxriA4wVpMHPrg0i4iDiNluLsw1Rw7+oHE6gu8EzjJ6OTWqtaIC7pOzk2jIblzXSSt8VVGOVGG6\nuOaB2C6RjRiTvRQKmfA2WqM3Wi+lclrYEYWHCzan6EaztwVVEciArGd1eJnkaW3J0xKw4G1Mgagd\nOcqqJLsnavLXhxJic5WZK0WDaZ1aV9T077LzvGz0Ka7Kbi8BdhajjMymjP73BkHYyun1mOdGtnEx\ny/l3XL6dnT7dGG6vw7ckehXaGKjjLLsyU7j48SAM7ro4GFMuq3kNwVmOO2V5DCbg5M5XVQdHPluy\nh9Ync4W1Ew5aKnO1braVGW0yJE7SrYSsiW4SxQaD0SxxYtBzuljgwFNznANaS49N5RyXkcXfQaS1\n0GQ4d+il310KZLBEyc/qUNJFjfhgkGeil2XosZcOafhcc+FHGxbN1C8AwSuTgzalR2+ENo8p9ZlJ\npc7BOkHrt6LzZG7o9GNLs1iyta7iXUmZMzEALH2Sia4RfZY72dsXzFMerXIvkTRfogcx3s1/Efor\nHQTgFskD1XVfK0cn8bZRX4A0GKVR0gQdS3H5LfZl4PRndwRzQIrCcdFpZ7MfQyr91ubVc11UQBvG\n60suiLC7oqdZPaDDg5aWRGHj9FLmFkzC2mmjDTXYgT0V15H4GJhRlSNNpRdWrU250ucBO3Vc5y4x\n0bjFyZ7bhlC2tbfRTY0b5O5/qvlZJSk9n1IQUFSC8uWVKb2O2MtjwVYRppiUl0WcKFCytwGE5yMy\nZWcrlOWxBKCpG4PNU6nR4H9VzWtI6XZBwbpI1AFVPZKIUGgPcSdvurJkSLRcGicxpWeNot0F5Uo1\nLeQ4THdWCaYlTPNVXVXVHCmHOHgL1Kq2ebfgvrjVb/xHEmMSFmLpmntbOOzhgqa3uqHHTv8ANeh5\nqPOsN2yHujG4D34wsOezooKj0Va8dTlrZgj7/wBl51E7uRlFXVdh1VoId3AHyC1WqRjydXhHCaVy\na9ZrnAFxxMwVyyZWlRuMF2dqlwi3YWF8u0wQD37lcXkbOvFI2XFPUwaVlOmWimzp0qT3tDAHEk7b\nrTloJUWXFMVHMa4DSonQSLS5uzSJ6KBICHf4hPol+wZXXYa5zajB6jqtKN9EswmtzLk8pjnP6EHo\nO62opKzN70dK0pVQwPqu+M7t6BRq+jX7k7ynroOgZjCaTD2cSjYvr15cdLd8ro5pIwo7O7TpNo0t\nLAMBcn7ZtFFo1oL2uA1zPr5UewjTUaCwgyZCdAxUbhrHOpOe7UCQJGwVcdWEzZqLW6jBH6ysopXc\nsZVYQAHOIwtJ0Qxtc+3ptL2NInDIyOivY6HW+J0iY3WUw/Zfanm/jyG7I6KmaHt1NcBGcKX6BjfX\nfQc4OdLhB+S2lfRLMj2uqGpUDoBghvlbTS0Z8Hnq/Da1atVcfwvMhjGmST0PZd1lSRweNtnWtTd0\nhQo1abmlwIDnHeFxk4vZ1jaO6DFNu64qrOtFNZw6+u6pDnXFQZGIHldYoxJnnr06i8g4nOV6Yeme\neXZwruppwDlemKPPJ7Oc+vuMLqo+jm2VaiStUQRHT+iEYNJBgFAmd7gPCTe0nVajHOZkAAEffqvL\nlyqLpHoxYnJWzBe2b7a9qUTTdg4xOCusJqUTnKDTojWYym7S0EwM+qqb8hpIqjqBhaILUekqURMk\n1z3OAaCSegBz4A6o2ktlTvSPU2vslVFma/EaxYXD4WU86fUn8l5JfKTdRPTH4+rkcbifBq1rTqVq\nb+bRYYmIMeQu2PMpOumcZ4nHfg5BdAiSu6TOQpG5Vp9EBonYE/LZCJFvLZgEmOqls1RptrNj3Tpc\n5vlYlNpG4wTZtbw2i4y9o0lc3la0bWJWKvwuiQS1w0gYakcrDxJo41zYvZcNp0g9znQAIXpjkVXJ\n9HBwd0iu7sbuzdpuKTmEHwrHJGXRHCUez1XAPZijxKwfWuDVbVONLW6NMevVeLL8lwlSPXiw8o2y\nd/7IChagW73Orn+Z+BP6wkPlNu2WWClo8+64/d1F9J1PRdgmmTp/k7g9916VFTd+DzuXDT7OdfXL\nbiuXsBiAJdufVdoQcVs5SnbtGbURkRhaozyZIEumCcdOylC2xs1k/CHfIEo6Cb8EmOdr07GY/wCa\njWi226PbWdWlTsRTpmCANu8L5sk+Vs+hFrjR2bC6ZyW0wwah4XGSZ0jIsu3NZQJ/ARmdp8KRuzUq\nS0ZaN01rCXmXR1WnHdmVJLsxVHOdVLmxB3XRaWzD30Ra01HmXYGT4Ruguyttu+tX5dNhe8Tt29VX\nNJb0RRt6N7PZq4qsa6o6m0HoCSQuT+Wk6On8M32WXnszbGNTS0AH8J3+ZSHy5Lok/jxZ5W/4RWsH\nwJeCYmMgnuF7oZ1NejyTwuHWyFtatLy2sHNPY42Rz9GVDdM7Nta0xEES2C0f1XmlLTPRBIV/dVbU\ngEnT0KQgpGpTcRWl22pRDnZLsqShTosJ2rNFC4DQJ+iw4m1I1svTmHkdFhwNKdkveKukkTpTii26\nI07vQTLjlONkUqJMrG4c5oeJGYmJG2/9FHGlbKmmy+uHspkNpiBv1Ui7K7MHODZjeF0UW1Rz5JGW\n5r6gQtwjsxKVmZlwWag0rTjZjnQudKw47NqWhPvZrgmNI28haUNfkvIjeXoqRDgDgNG0lIxojlZ7\nL2WIt+Fl1U/G4yRIkf2XhzO5aPVjVR2dync03t1BwjrnC47N0Z767aygX03sfp3AdMLUVydEutnN\nbxDU5tQEfXErq4aMqRY25NQFwrBxnPxD+nRSimq1u7dr4NQajhZcZBNF9TiFu15bqLumAiixZzLq\n7F3WbQow2T+itxjx2zLknpHWsrVlvSAB1O3LiN1m7ds1VaNWEdIFFeqaeQQR1Ci32DHUv6TKzTOO\nuFtQ0RyospcQZUbgGfyWXGip2W06ZNbWR8IG/eVGy0aC4AT2UbIcxlLXcP0AnIJcenha5BI6DnFj\nfjjSs/sXRzuI3DWBumARn1W4RtmW6Rjo3YvrujRqEtLTqMLco8FZIvkzpPrBoLQBBK4pWdG9nNvL\nmpRvA9pIDm/h7LtCKa2c5OmdMVala2GlhyOi5UkzQV6LXUuZVkkDoqpU6DXswh9KmdTnlo7TOVtJ\nsmjHSv2Mq1DJImQtuBhSR1KPEKVQAmNUdei4uDR0UkaalbUwBoEn+iyio59zWmc59V0ijLZybqtg\nknwu8UcpOkcO6LzTc4SQvRFK6PPK2rOHVcSCTK9SR529GYUyZx9lq/BknSt6tQkU6b3kCYa0mB3x\n0Uc0tsqi30XXVnXtms59B9IOEt1iJWYzjJ6LKDj2ZgIcJAMGf9CtvowtHueH8ctm21MPe1hIEgdO\nkL588Mr0e+GaNHVLKdRuqkPhd/MQuSbXZ1aT6M/uVBhcGsZPhveVpTaMuETyHEeHOt6tQt/AM+kr\n2wyKSR5J42tnN04O8LrbOP4PX/s+oUjcV31KJNQRoqH7rxfLb6PZ8VLtntr6m6rRLaYly8UXs9b2\njx/tDSqW1tWZXadGk7bA/wB168LuR5sqaWzwOknpjvHXsvppp6Pn/uAnM7Kjs1WkfG09RK5z7NR9\nHX4Tw6hUoufca5kxmMei8+TK09HfHjTVs7fC/ZutVqtqMfoouGS4b+gXCee1R2hh2eitfZ60ovc6\noDVB2DiuDytndYkjR+6bNrqrm27C6pgyNsdFnm32Xgimz4Ha214LgUmmoGx8+/qq8smq8EWNJ2b6\n9jbXDpr0WPP+82VlNo04pmgAeFKNdGS+fTpUiXDKsU7MukeD4zwanxO6c5jgx5O5kyPl1XtxZ3jj\nR48mJTZVdeyNOhSbyqh5kEw/IP8AZaj8tt7I/jJK0cmh7P1q1SKpFJskGWwu0vkqPRyWBvs21vZu\nowa6T2OAwARGP7rmvk32bfx62iVnbFmptUgQciFJTvosY+zbTtbLUXuoUS4jctmVzc5HRRib7ejb\nBwcaQxgQBsubb8HRJeDrcObbNqjS3EjcQuU+R0ikdW8sqNwyXhvQj5LkpNdM042ea4hYhzHcoHmj\nZeiEqZylFMXDuEV6gc6uSxrD9Y/os5MyTosMTe2aa9nSo03FzRqOMdFlZL0jX1pdlFo6nZtLqAJ1\nAatWc5SVz7LGo9HRtOICo3RqAM7dlyeOjanZJ90HDS4/FOyKLI2cDilR/OD6YkgyfK9WNKqOE35R\nTccQZ7q46BqcIOO/lWMGmRzVfk4lKvXpubLTgd+i7tRfRxTaNlR7bilFWZWY6ejTXJbK6FIsbpbC\nrlZIqtFkQCDGNlmil9KoBBIGN1lp7NJ0aKl5SiBIwsqBtzVHPfXlxgrqonJyTZfZ1Zqy0iQD81JR\ndGoy3o6lSvy6Qa57XEgTB+y4KNuzs5UjBc1GOA0uE7LrFM4yaML9UkRmJXVVRybe0jM+I32W0jN0\nRD8I4iz/2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('airplane.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n02690373 airliner\n",
      "\n"
     ]
    }
   ],
   "source": [
    "predict('airplane.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('pig.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n02395406 hog, pig, grunter, squealer, Sus scrofa\n",
      "\n"
     ]
    }
   ],
   "source": [
    "predict('pig.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可见，判断率还是很高的。。。。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 总结 #"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过这次学习，学会了使用keras来搭建模型，使用vgg16这个模型。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
